👋🏻Goodbye Power BI! 📊 In 2025 Build AI/ML Dashboards Entirely Within Python 🤖
Rym

Rym @rym_michaut

About: Community Manager @Taipy Have always found myself at the crossroad of 💻 𝗱𝗮𝘁𝗮 𝘀𝗰𝗶𝗲𝗻𝗰𝗲, 🔢𝘀𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿, and 📢𝗱𝗶𝗴𝗶𝘁𝗮𝗹 𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻.

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👋🏻Goodbye Power BI! 📊 In 2025 Build AI/ML Dashboards Entirely Within Python 🤖

Publish Date: Dec 17 '24
680 33

TL;DR

The rise of data-driven decision-making has pushed businesses to adopt tools to create dynamic dashboards and applications.
 
Many of these solutions, like Power BI, require users to learn proprietary languages such as DAX or PowerQuery.

Not a new language

 

What if you could avoid the hassle and stay entirely within Python —the language you already use for data science and machine learning?
 
Enter Taipy Designer & Taipy: a game-changing, open-source solution that lets you build dashboards and applications without ever leaving the Python ecosystem. And customization is your best friend here.

 

Taipy dashboards

 

The Need for an Alternative

Popular tools like Power BI and Tableau dominate the market for business intelligence (BI) and visualization. But they often fall short for AI/ML practitioners due to:

  • Proprietary languages: DAX, PowerQuery, or other complex syntaxes require additional learning and reduce flexibility.
  • Limited integration: While some tools support Python scripts, their integration is often cumbersome and not designed for seamless ML workflows.
  • Fragmented ecosystems: Moving data between BI tools and Python-based ML workflows can lead to inefficiencies and potential data handling errors.

 

A 100% Python Solution for Data Applications

As an open-source tool, Taipy is free to use and customize, making it a cost-effective alternative to proprietary BI solutions. Its Python foundation ensures that users are not locked into a specific vendor or technology, providing both freedom and flexibility.

Python Power

Star ⭐ the repo

 

In addition, they developed a new product, Taipy Designer, the first no-code GUI builder specifically for Python users.

Fully integrated with the Taipy Enterprise Suite, this tool empowers businesses to create interactive, AI-driven applications seamlessly.

Whether you’re building dashboards to visualize complex Machine Learning models or implementing Real-Time AI analysis for operational data, Taipy Designer enables you to:

  • Leverage Python’s vast ecosystem without switching to other tools.
  • Implement advanced algorithms and seamlessly integrate machine learning workflows.
  • Build user-friendly dashboards without writing a single line of code—but with the flexibility to add Python-based customizations when needed.

Taipy Designer

Taipy Designer eliminates all current tools issues by offering a native Python environment, ensuring your workflows remain streamlined and efficient.

 

Key Benefits of Taipy Designer

 

1. For Business Analysts & BI Teams

  • No coding expertise needed A drag-and-drop interface that democratizes Python’s capabilities, enabling analysts to build applications and dashboards without coding expertise.
  • Faster application delivery to improved productivity.
  • Seamless integration with Python’s robust libraries, unlocking endless possibilities for data manipulation and visualization.

Python viz libraries

 

2. For Data Scientists & AI Practitioners

  • The ability to visualize and operationalize machine learning models in intuitive, interactive dashboards.
  • Tools for rapid experimentation, making it easier to iterate and present results to stakeholders.
  • Direct integration with Python’s ML & AI frameworks like TensorFlow, PyTorch, or Scikit-learn.

Python ML Libraries

 

Real-World Impact: Why Businesses Are Switching to Taipy Designer?

The adoption of new tools often depends on their ability to drive tangible benefits. Taipy Designer has already demonstrated its transformative potential by empowering businesses to overcome technical barriers, enhance productivity, and innovate seamlessly.

 
Here's what leaders have to say about its impact:

Vincent Gosselin Avaiga

 

Gilles Corde, Program Manager at IFP Energies Nouvelles (IFP-EN), one of Avaiga’s partners, highlighted how Taipy Designer has transformed their workflows.

Gilles Cordes IFP EN

 

Beyond Visualization: A Complete Solution

Taipy’s ecosystem doesn’t stop at dashboards. With Taipy you can orchestrate data workflows and create advanced user interfaces. Besides, the platform supports every stage of building enterprise-grade applications. Additionally, Taipy’s integration with leading platforms such as Databricks, Snowflake, IBM WatsonX, and Amazon SageMaker ensures compatibility with your existing data infrastructure.

 

Ready to Transform Your AI/ML Dashboards?

If you’re looking for a solution that allows you to:

  • Build scalable, interactive dashboards.
  • Stay entirely within the Python ecosystem.
  • Integrate machine learning and AI seamlessly.

Then, it’s time to say goodbye to Power BI and embrace Taipy.

 

Explore the GitHub repo and discover how this open-source alternative is redefining what’s possible in the world of business intelligence and AI-driven applications.

Have you tried building AI/ML dashboards in Python?

Let me know your thoughts or challenges in the comments below!

Comments 33 total

  • Luvly
    LuvlyDec 17, 2024

    Can Taipy Designer handle large datasets or real-time data?

    • Rym
      RymDec 17, 2024

      Yes, Taipy Designer is designed for scalability. Combined with existing Python libraries, Taipy Designer ensures smooth performance even with large datasets.

  • Arindam Majumder
    Arindam Majumder Dec 17, 2024

    Wow!
    That's amazing!

  • Stéphane M.
    Stéphane M.Dec 17, 2024

    if Iron Man goes for it, then we should all do! 😂

  • K Om Senapati
    K Om Senapati Dec 17, 2024

    Amazing, excited to see more use of taipy

  • johnsmoth21
    johnsmoth21Dec 17, 2024

    Is Taipy Designer suitable for machine learning workflows?

    • Rym
      RymDec 17, 2024

      Definitely! Taipy Designer is Python-native, making it perfect for machine-learning workflows. You can visualize machine learning models, integrate libraries like TensorFlow, PyTorch, or Scikit-learn, and create interactive applications to showcase your AI results seamlessly.

      • hamza
        hamza Dec 17, 2024

        that's good to know! I'll give it a try

  • johny walker
    johny walkerDec 17, 2024

    Can Taipy Designer replace Power BI entirely, really?

    • Rym
      RymDec 17, 2024

      For many Python users, yes! Taipy Designer, built on top of Taipy which is a Python framework, eliminates the need for proprietary tools by offering a Python-first alternative for dashboard creation, machine learning workflows, and real-time analytics. It’s a unified solution for both data visualization and AI/ML applications.

  • dawoodkarim
    dawoodkarimDec 17, 2024

    What kind of support or community does Taipy have?

  • william4411
    william4411Dec 17, 2024

    Can Taipy Designer be used by non programmers like PBI?

    • Rym
      RymDec 17, 2024

      Taipy Designer has been built with simplicity in mind. It offers a no-code, drag-and-drop interface, allowing non-programmers to create dashboards and applications without writing a single line of code. For those who want more advanced features, Python developers can easily add custom logic. Its strength is that it’s flexible for both beginners and experts!

  • 𝚂𝚊𝚞𝚛𝚊𝚋𝚑 𝚁𝚊𝚒
    𝚂𝚊𝚞𝚛𝚊𝚋𝚑 𝚁𝚊𝚒Dec 17, 2024

    Taipy is truly amazing! I've shared the tool with some dev teams at large orgs. : )

    • Rym
      RymDec 19, 2024

      Thank you for being our ambassador 🤗

  • Anudhyan
    AnudhyanDec 18, 2024

    wow! we need youtube video tutorials for this

    • Rym
      RymDec 19, 2024

      ow, that's a good idea.

  • Alecio Lyra
    Alecio LyraDec 18, 2024

    What can we do with the free version and what do we have to pay to use?

    • Rym
      RymDec 18, 2024

      Taipy as a framework is totally free (open source)
      Taipy Designer is part of the Enterprise version

      • Alecio Lyra
        Alecio LyraDec 18, 2024

        Thanks for the quick reply...
        Please correct me if I'm wrong, but from what I understood, with Taipy (the framework) we can prepare the data but the nice charts can be presented to the public only if I have Taipy Designer.

        • Rym
          RymDec 18, 2024

          With Taipy OS, you can do everything, you just need to program it in Python.
          With Taipy Designer, you already have widgets and buttons to connect to your data (eventually prepared with Taipy)
          Check this video that may help: youtube.com/watch?v=y3VPT6IPvC4

  • Johny
    JohnyDec 18, 2024

    nice article, good to know

  • john emeka
    john emekaDec 18, 2024

    Is my data safe or trusted as many companies are yet to use it

  • Zender
    ZenderDec 19, 2024

    I love your cover picture! 😍

  • Dr. Aseem Khan
    Dr. Aseem KhanDec 19, 2024

    Very good and informative blog.

  • L Rodríguez
    L RodríguezDec 19, 2024

    Excellent article

  • Tumaini Kilimba
    Tumaini KilimbaDec 20, 2024

    How are dashboards hosted and accessed by a geographically dispersed team?

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